{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Audio spectrogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "In this example we will go through the steps to build a DALI audio processing pipeline, including the calculation of a spectrogram. A spectrogram is a representation of a signal (e.g. an audio signal) that shows the evolution of the frequency spectrum in time.\n",
    "\n",
    "Typically, a spectrogram is calculated by computing the fast fourier transform (FFT) over a series of overlapping windows extracted from the original signal. The process of dividing the signal in short term sequences of fixed size and applying FFT on those independently is called Short-time Fourier transform (STFT). The spectrogram is then calculated as the (typically squared) complex magnitude of the STFT.\n",
    "\n",
    "Extracting short term windows of the original image affects the calculated spectrum by producing aliasing artifacts. This is often called spectral leakage. To control/reduce the spectral leakage effect, we use different window functions when extracting the windows. Some examples of window functions are: Hann, Hanning, etc.\n",
    "\n",
    "It is beyond the scope of this example to go deeper into the details of the signal processing concepts we mentioned above. More information can be found here:\n",
    "- [STFT](https://en.wikipedia.org/wiki/Short-time_Fourier_transform)\n",
    "- [Window functions](https://en.wikipedia.org/wiki/Window_function)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reference implementation\n",
    "\n",
    "To verify the correctness of DALI's implementation, we will compare it against librosa (https://librosa.github.io/librosa/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa as librosa\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline  \n",
    "import librosa.display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Librosa provides an API to calculate the STFT, producing a complex output (i.e. complex numbers). It is then trivial to calculate the power spectrum from the complex STFT by the following"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Size of the FFT, which will also be used as the window length\n",
    "n_fft=2048\n",
    "\n",
    "# Step or stride between windows. If the step is smaller than the window lenght, the windows will overlap\n",
    "hop_length=512\n",
    "\n",
    "# Load sample audio file\n",
    "y, sr = librosa.load(librosa.util.example_audio_file())\n",
    "\n",
    "# Calculate the spectrogram as the square of the complex magnitude of the STFT\n",
    "spectrogram_librosa = np.abs(librosa.stft(\n",
    "    y, n_fft=n_fft, hop_length=hop_length, win_length=n_fft, window='hann')) ** 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now transform the spectrogram output to a logarithmic scale by transforming the amplitude to decibels. While doing so we will also normalize the spectrogram so that its maximum represent the 0 dB point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "spectrogram_librosa_db = librosa.power_to_db(spectrogram_librosa, ref=np.max)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last step is to display the spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.specshow(spectrogram_librosa_db, sr=sr, y_axis='log', x_axis='time', hop_length=hop_length)\n",
    "plt.title('Reference power spectrogram')\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating the spectrogram using DALI\n",
    "\n",
    "To demonstrate DALI's Spectrogram operator we will define a DALI pipeline, whose input will be provided externally with the help of ExternalSource operator. For demonstration purposes, we can just feed the same input in every iteration, as we will be only calculating one spectrogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.ops as ops\n",
    "import nvidia.dali.types as types\n",
    "import nvidia.dali as dali\n",
    "\n",
    "class SpectrogramPipeline(Pipeline):\n",
    "    def __init__(self, device, batch_size, nfft, window_length, window_step, num_threads=1, device_id=0):\n",
    "        super(SpectrogramPipeline, self).__init__(batch_size, num_threads, device_id)\n",
    "        self.device = device\n",
    "        \n",
    "        self.batch_data = []\n",
    "        y, sr = librosa.load(librosa.util.example_audio_file())\n",
    "        for _ in range(batch_size):\n",
    "            self.batch_data.append(np.array(y, dtype=np.float32))\n",
    "        \n",
    "        self.external_source = ops.ExternalSource()\n",
    "        self.spectrogram = ops.Spectrogram(device=self.device, \n",
    "                                           nfft=nfft, \n",
    "                                           window_length=window_length,\n",
    "                                           window_step=window_step)\n",
    "\n",
    "    def define_graph(self):\n",
    "        self.data = self.external_source()\n",
    "        out = self.data.gpu() if self.device == 'gpu' else self.data\n",
    "        out = self.spectrogram(out)\n",
    "        return out\n",
    "\n",
    "    def iter_setup(self):\n",
    "        self.feed_input(self.data, self.batch_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the pipeline defined, we can now just build it and run it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = SpectrogramPipeline(device='cpu', batch_size=1, nfft=n_fft, window_length=n_fft, window_step=hop_length)\n",
    "pipe.build()\n",
    "outputs = pipe.run()\n",
    "spectrogram_dali = outputs[0].at(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and display it as we did with the reference implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectrogram_dali_db = librosa.power_to_db(spectrogram_dali, ref=np.max)\n",
    "librosa.display.specshow(spectrogram_dali_db, sr=sr, y_axis='log', x_axis='time', hop_length=hop_length)\n",
    "plt.title('DALI power spectrogram')\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a last sanity check, we can verify that the numerical difference between the reference implementation and DALI's is insignificant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average error: 0.00359 dB\n"
     ]
    }
   ],
   "source": [
    "print(\"Average error: {0:.5f} dB\".format(np.mean(np.abs(spectrogram_dali_db - spectrogram_librosa_db))))\n",
    "assert(np.allclose(spectrogram_dali_db, spectrogram_librosa_db, atol=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel spectrogram\n",
    "\n",
    "The mel scale is a non-linear transformation of frequency scale based on the perception of pitches. The mel scale is calculated so that two pairs of frequencies separated by a delta in the mel scale are perceived by humans as being equidistant. More information can be found here: https://en.wikipedia.org/wiki/Mel_scale.\n",
    "\n",
    "In machine learning applications involving speech and audio, we typically want to represent the power spectrogram in the mel scale domain. We do that by applying a bank of overlapping triangular filters that compute the energy of the spectrum in each band.\n",
    "\n",
    "Typically, we want the mel spectrogram represented in decibels. We can calculate a mel spectrogram in decibels by using the following DALI pipeline. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MelSpectrogramPipeline(Pipeline):\n",
    "    def __init__(self, device, batch_size, nfft, window_length, window_step, num_threads=1, device_id=0):\n",
    "        super(MelSpectrogramPipeline, self).__init__(batch_size, num_threads, device_id)\n",
    "        self.device = device\n",
    "        \n",
    "        self.batch_data = []\n",
    "        y, sr = librosa.load(librosa.util.example_audio_file())\n",
    "        for _ in range(batch_size):\n",
    "            self.batch_data.append(np.array(y, dtype=np.float32))\n",
    "        \n",
    "        self.external_source = ops.ExternalSource()\n",
    "        self.spectrogram = ops.Spectrogram(device=self.device, \n",
    "                                           nfft=nfft, \n",
    "                                           window_length=window_length,\n",
    "                                           window_step=window_step)\n",
    "        \n",
    "        self.mel_fbank = ops.MelFilterBank(device=self.device,\n",
    "                                           sample_rate=sr,\n",
    "                                           nfilter = 128,\n",
    "                                           freq_high = 8000.0)\n",
    "        \n",
    "        self.dB = ops.ToDecibels(device=self.device, \n",
    "                                 multiplier = 10.0,\n",
    "                                 cutoff_db = -80)\n",
    "\n",
    "    def define_graph(self):\n",
    "        self.data = self.external_source()\n",
    "        out = self.data.gpu() if self.device == 'gpu' else self.data\n",
    "        out = self.spectrogram(out)\n",
    "        out = self.mel_fbank(out)\n",
    "        out = self.dB(out)\n",
    "        return out\n",
    "\n",
    "    def iter_setup(self):\n",
    "        self.feed_input(self.data, self.batch_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = MelSpectrogramPipeline(device='cpu', batch_size=1, nfft=n_fft, window_length=n_fft, window_step=hop_length)\n",
    "pipe.build()\n",
    "outputs = pipe.run()\n",
    "mel_spectrogram_dali_db = outputs[0].at(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now verify that it produces the same result as Librosa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.specshow(mel_spectrogram_dali_db, sr=sr, y_axis='mel', x_axis='time', hop_length=hop_length)\n",
    "plt.title('DALI Mel-frequency spectrogram')\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_spectrogram_librosa = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128, fmax=8000)\n",
    "mel_spectrogram_librosa_db = librosa.power_to_db(mel_spectrogram_librosa, ref=np.max)\n",
    "assert(np.allclose(mel_spectrogram_dali_db, mel_spectrogram_librosa_db, atol=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel-frequency cepstral coefficients (MFCCs)\n",
    "\n",
    "MFCCs are an alternative representation of the Mel-frequency spectrogram often used in audio applications. The MFCCs are calculated by applying the discrete cosine transform (DCT) to a mel-frequency spectrogram. \n",
    "\n",
    "DALI's implementation of DCT uses uses the formulas described in https://en.wikipedia.org/wiki/Discrete_cosine_transform\n",
    "\n",
    "\n",
    "In addition to the DCT, a cepstral filter (also known as *liftering*) can be applied to emphasize higher order coefficients.\n",
    "\n",
    "A *liftered* cepstral coefficient is calculated according to the formula\n",
    "$$\n",
    "\\widehat{\\text{MFCC}_i} = w_{i} \\cdot \\text{MFCC}_{i}\n",
    "$$\n",
    "where\n",
    "$$\n",
    "w_i = 1 + \\frac{L}{2}\\sin\\Big(\\frac{\\pi i}{L}\\Big)\n",
    "$$\n",
    "where $L$ is the *liftering* coefficient.\n",
    "\n",
    "More information about MFCC can be found here: https://en.wikipedia.org/wiki/Mel-frequency_cepstrum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use DALI's MFCC operator to transform the mel-spectrogram into a set of MFCCs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MFCCPipeline(Pipeline):\n",
    "    def __init__(self, device, batch_size, nfft, window_length, window_step, \n",
    "                 dct_type, n_mfcc, normalize, lifter, num_threads=1, device_id=0):\n",
    "        super(MFCCPipeline, self).__init__(batch_size, num_threads, device_id)\n",
    "        self.device = device\n",
    "        \n",
    "        self.batch_data = []\n",
    "        y, sr = librosa.load(librosa.util.example_audio_file())\n",
    "        for _ in range(batch_size):\n",
    "            self.batch_data.append(np.array(y, dtype=np.float32))\n",
    "        \n",
    "        self.external_source = ops.ExternalSource()\n",
    "        self.spectrogram = ops.Spectrogram(device=self.device, \n",
    "                                           nfft=nfft, \n",
    "                                           window_length=window_length,\n",
    "                                           window_step=window_step)\n",
    "        \n",
    "        self.mel_fbank = ops.MelFilterBank(device=self.device,\n",
    "                                           sample_rate=sr,\n",
    "                                           nfilter = 128,\n",
    "                                           freq_high = 8000.0)\n",
    "        \n",
    "        self.dB = ops.ToDecibels(device=self.device, \n",
    "                                 multiplier = 10.0,\n",
    "                                 cutoff_db = -80.0)\n",
    "        \n",
    "        self.mfcc = ops.MFCC(device=self.device, \n",
    "                             axis=0, \n",
    "                             dct_type=dct_type, \n",
    "                             n_mfcc=n_mfcc, \n",
    "                             normalize=normalize, \n",
    "                             lifter=lifter)\n",
    "\n",
    "    def define_graph(self):\n",
    "        self.data = self.external_source()\n",
    "        out = self.data.gpu() if self.device == 'gpu' else self.data\n",
    "        out = self.spectrogram(out)\n",
    "        out = self.mel_fbank(out)\n",
    "        out = self.dB(out)\n",
    "        out = self.mfcc(out)\n",
    "        return out\n",
    "\n",
    "    def iter_setup(self):\n",
    "        self.feed_input(self.data, self.batch_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now run the pipeline and display the output as we did previously"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = MFCCPipeline(device='cpu', batch_size=1, nfft=n_fft, window_length=n_fft, window_step=hop_length, \n",
    "                    dct_type=2, n_mfcc=40, normalize=True, lifter=0)\n",
    "pipe.build()\n",
    "outputs = pipe.run()\n",
    "mfccs_dali = outputs[0].at(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4))\n",
    "librosa.display.specshow(mfccs_dali, x_axis='time')\n",
    "plt.colorbar()\n",
    "plt.title('MFCC (DALI)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a last step, let's verify that this implementation produces the same result as Librosa. Please note, we are comparing the ortho-normalized MFCCs, as Librosa's DCT implementation uses a different formula which causes the output to be scaled by a factor of 2 when we compare it with the Wikipedia's formulae. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "mfccs_librosa = librosa.feature.mfcc(S=mel_spectrogram_librosa_db,\n",
    "                                     dct_type=2, n_mfcc=40, norm='ortho', lifter=0)\n",
    "assert(np.allclose(mfccs_librosa, mfccs_dali, atol=1))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
